This session explores the critical role of high-speed Ethernet in scaling AI training and inference in production environments. As AI workloads become increasingly demanding, the network becomes the backbone of performance, reliability, and scalability. Through real-world examples, architectural insights, and a compelling case study, the presentation shows how modern data center networks must evolve — not just to be fast, but to be validated, intelligent, and inference-ready.